Pith Number

pith:W6KW5CFS

pith:2025:W6KW5CFS33RAVJEOW63B3EZAWZ

not attested not anchored not stored refs pending

Rethinking Benign Overfitting in Two-Layer Neural Networks

Kexin Chen, Ruichen Xu

arxiv:2502.11893 v2 · 2025-02-17 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W6KW5CFS33RAVJEOW63B3EZAWZ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

When Does $\ell_2$-Boosting Overfit Benignly? High-Dimensional Risk Asymptotics and the $\ell_1$ Implicit Bias

Receipt and verification

First computed	2026-07-05T11:17:41.397019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7956e88b2dee20aa48eb7b61d9320b65ae39e009fc2211c0d9b301c8f07c6ff

Aliases

arxiv: 2502.11893 · arxiv_version: 2502.11893v2 · doi: 10.48550/arxiv.2502.11893 · pith_short_12: W6KW5CFS33RA · pith_short_16: W6KW5CFS33RAVJEO · pith_short_8: W6KW5CFS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/W6KW5CFS33RAVJEOW63B3EZAWZ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b7956e88b2dee20aa48eb7b61d9320b65ae39e009fc2211c0d9b301c8f07c6ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2ea9b73f5026dc95bc678accd91f1739f365f805a9e32e260d49865fa677f78",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T15:20:04Z",
    "title_canon_sha256": "466330f107364b598d90fd1fd16a66f562bbf400b251cd50fa58953116253d76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11893",
    "kind": "arxiv",
    "version": 2
  }
}